{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Inverting vertical GPS displacements for terrestrial water storage. The GPS data used here is detrended.\n",
    "\n",
    "Susheel Adusumilli, Scripps Institution of Oceanography\n",
    "\n",
    "Last edit: May 10, 2020"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import scipy.io as sio\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First, we will load the Greens functions generated using make_greens_functions_disk_load.ipynb. We can swap this with a SPOTL/LOADDEF version later on!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "greens = sio.loadmat('data/greens_matrix_025_deg_ALASKA.mat')\n",
    "grid_cell = greens['grid_cell']\n",
    "G = np.squeeze(greens['G'])\n",
    "glon = np.squeeze(greens['glon'])\n",
    "glat = np.squeeze(greens['glat'])\n",
    "slon = np.squeeze(greens['slon'])\n",
    "slat = np.squeeze(greens['slat'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Then, we create a Laplacian matrix. For this, you need inversion_tools.py. By minimising the Laplacian of the terrestrial water storage distribution, we can control the amount of smoothing on our final TWS product."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "from inversion_tools import create_laplacian\n",
    "L = create_laplacian(glon,glat,grid_cell)\n",
    "Ld = np.zeros_like(glat)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Load GPS data. These data were processed by Nick and have offsets removed. I then smoothed and resampled them to weekly timescales and removed the long-term trend."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "gps_data = sio.loadmat('data/gps_verticals_ALASKA_filt.mat')\n",
    "up = gps_data['up']\n",
    "time = gps_data['time']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Set up GPS data and Green's functions for inversions. This means removing all NaNs in the GPS data and introducing the regularisation parameters lmbda1 and lmbda2. lmbda1 controls the smoothing through the Laplacian and lmbda2 controls the norm of the solution. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "lmbda1 = 0.01\n",
    "lmbda2 = 0.01\n",
    "\n",
    "up_inv = up[:,-1]\n",
    "idx_data = np.invert(np.isnan(up_inv));\n",
    "up_inv = up_inv[idx_data]\n",
    "up_inv = np.concatenate((up_inv,lmbda1*Ld))\n",
    "G_inv = G[idx_data,:]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The matrix used in our inversion is typically very sparse. Because of this, we are able to take advantage of some optimised matrix solvers. SciPy has several options for creating sparse matrices, each with its own benefits. For inversions, the csr_matrix approach is pretty useful. \n",
    "\n",
    "Solving our G.m = d matrix to double precision (1e-16) seems unnecesary given the uncertainty in our data. For speed, we use an interative (or \"Krylov\") solver – I picked lsmr here but there are other options, too. The maximum-norm constraint is directly applied within the solver: see https://docs.scipy.org/doc/scipy/reference/generated/scipy.sparse.linalg.lsmr.html for more details.\n",
    "\n",
    "The default tolerences for convergence are more than sufficient here. I strongly discourage using a direct solver (like LU or SVD) for this application."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "from scipy.sparse import csr_matrix\n",
    "from scipy.sparse.linalg import lsmr\n",
    "G_inv = csr_matrix(np.concatenate((G_inv,lmbda1*L)))\n",
    "m, istop, itn, normr = lsmr(G_inv, up_inv, damp=lmbda2)[:4]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally, let's see what the outputs look like!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "idx_nan = np.squeeze(np.where(np.sum(abs(L),1)<1));\n",
    "m[idx_nan] = np.nan;\n",
    "\n",
    "plt.figure(figsize = (16,6))\n",
    "plt.subplot(122)\n",
    "plt.scatter(slon,slat,c=up[:,-1]*1000, cmap='RdBu', vmin=-5, vmax=5)\n",
    "cbar = plt.colorbar();\n",
    "cbar.set_label(\"Vert. displacement (mm)\")\n",
    "\n",
    "plt.subplot(121)\n",
    "plt.scatter(glon,glat,c=m*100, cmap='RdBu', vmin=-30, vmax=30)\n",
    "cbar = plt.colorbar();\n",
    "cbar.set_label(\"TWSA (cm water)\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
